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DaTaobao Tech
DaTaobao Tech
Jan 6, 2023 · Artificial Intelligence

Two‑Stage Ranking Optimization in E‑commerce Search: From Coarse to Fine Ranking

The paper presents a two‑stage e‑commerce search framework where the coarse‑ranking stage is redesigned with multi‑objective optimization, expanded negative sampling, and listwise distillation—guided by a new global transaction hitrate metric—enabling it to surpass fine‑ranking on large candidate sets and boost overall GMV by about one percent.

Machine Learningcoarse rankinge-commerce
0 likes · 25 min read
Two‑Stage Ranking Optimization in E‑commerce Search: From Coarse to Fine Ranking